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        <h1>
            <img src="https://github.com/mit-han-lab/nunchaku/raw/refs/heads/main/assets/logo.svg"
                 alt="logo"
                 style="height: 40px; width: auto; display: block; margin: auto;"/>
            INT4 FLUX.1-redux-dev Demo
        </h1>
        <h2>
            SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models
        </h2>
        <h3>
            <a href='https://lmxyy.me'>Muyang Li*</a>,
            <a href='https://yujunlin.com'>Yujun Lin*</a>,
            <a href='https://hanlab.mit.edu/team/zhekai-zhang'>Zhekai Zhang*</a>,
            <a href='https://www.tianle.website/#/'>Tianle Cai</a>,
            <a href='https://xiuyuli.com'>Xiuyu Li</a>,
            <br>
            <a href='https://github.com/JerryGJX'>Junxian Guo</a>,
            <a href='https://xieenze.github.io'>Enze Xie</a>,
            <a href='https://cs.stanford.edu/~chenlin/'>Chenlin Meng</a>,
            <a href='https://www.cs.cmu.edu/~junyanz/'>Jun-Yan Zhu</a>,
            and <a href='https://hanlab.mit.edu/songhan'>Song Han</a>
        </h3>
        <div style="display: flex; justify-content: center; align-items: center; text-align: center;">
            <a href="https://arxiv.org/abs/2411.05007">[Paper]</a>
            &nbsp;
            <a href='https://github.com/mit-han-lab/nunchaku'>
                [Code]
            </a>
            &nbsp;
            <a href='https://hanlab.mit.edu/projects/svdquant'>
                [Website]
            </a>
            &nbsp;
            <a href='https://hanlab.mit.edu/blog/svdquant'>
                [Blog]
            </a>
        </div>
        <h4>Quantization Library:
            <a href='https://github.com/mit-han-lab/deepcompressor'>DeepCompressor</a>&nbsp;
            Inference Engine: <a href='https://github.com/mit-han-lab/nunchaku'>Nunchaku</a>&nbsp;
        </h4>
        <div style="display: flex; justify-content: center; align-items: center; text-align: center;">
            {device_info}
        </div>
        {count_info}
    </div>
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